This notebook contains a set of analyses for analyzing GOBbluth89 boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
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We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine a predictive model trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
GOBbluth89 | training | published before 2020 | 73 | 0 |
GOBbluth89 | validation | published 2020 | 11 | 0 |
GOBbluth89 | test | published after 2020 | 3 | 0 |
There are two main (binary) outcomes we will be modeling for the user.
The first, owned refers to whether the user currently owns or has previously owned a game in their collection. The second, rated refers to whether the user has rated the game. We will train predictive models to learn the probability that the user will own or play individual games based on their features.
We can examine coefficients from the trained modes, which are penalized logistic regressions fit to our two main outcomes. Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | In_Collection | All_Games | Ratio |
GOBbluth89 | Movies Star Wars | 11.0% | 0.6% | 18.81 |
GOBbluth89 | Fantasy Flight Games | 32.9% | 1.9% | 17.63 |
GOBbluth89 | Communication Limits | 8.2% | 0.7% | 12.22 |
GOBbluth89 | Variable Setup | 16.4% | 1.5% | 10.79 |
GOBbluth89 | Collectible Components | 17.8% | 1.8% | 9.98 |
GOBbluth89 | Race | 11.0% | 1.3% | 8.20 |
GOBbluth89 | Asmodee | 31.5% | 4.0% | 7.88 |
GOBbluth89 | Wooden Pieces Boards | 9.6% | 1.2% | 7.87 |
GOBbluth89 | Drafting | 5.5% | 0.7% | 7.55 |
GOBbluth89 | Multiuse Cards | 8.2% | 1.1% | 7.52 |
GOBbluth89 | Gems & Crystals | 5.5% | 1.0% | 5.77 |
GOBbluth89 | Dice With Icons | 6.8% | 1.5% | 4.47 |
GOBbluth89 | Iello | 9.6% | 2.2% | 4.40 |
GOBbluth89 | ZMan Games | 9.6% | 2.5% | 3.86 |
GOBbluth89 | Bluffing | 23.3% | 6.2% | 3.74 |
GOBbluth89 | Line Drawing | 2.7% | 0.7% | 3.73 |
GOBbluth89 | Acting | 4.1% | 1.1% | 3.70 |
GOBbluth89 | Voting | 8.2% | 2.2% | 3.67 |
GOBbluth89 | Trading | 11.0% | 3.0% | 3.60 |
GOBbluth89 | Pegasus Spiele | 12.3% | 3.5% | 3.50 |
GOBbluth89 | Renaissance | 5.5% | 1.6% | 3.40 |
GOBbluth89 | Storytelling | 6.8% | 2.1% | 3.20 |
GOBbluth89 | Commodity Speculation | 4.1% | 1.5% | 2.71 |
GOBbluth89 | Hand Management | 56.2% | 24.1% | 2.33 |
GOBbluth89 | USA | 4.1% | 1.9% | 2.20 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can display this information in table form, displaying the 100 games with the highest probability of ownership, adding a blue line when the user does own the game.
Published | ID | Name | Pr(Owned) | Owned |
2018 | 244711 | Newton | 0.958 | no |
2018 | 252328 | Star Wars: X-Wing (Second Edition) | 0.905 | yes |
2018 | 205896 | Rising Sun | 0.876 | no |
2012 | 103885 | Star Wars: X-Wing Miniatures Game | 0.771 | yes |
2016 | 205359 | Star Wars: Destiny | 0.764 | yes |
2012 | 124742 | Android: Netrunner | 0.756 | yes |
1997 | 42 | Tigris & Euphrates | 0.715 | no |
2010 | 25292 | Merchants & Marauders | 0.680 | no |
2008 | 37111 | Battlestar Galactica: The Board Game | 0.653 | no |
2006 | 21241 | Neuroshima Hex! 3.0 | 0.638 | no |
2014 | 160964 | Star Wars: Empire vs. Rebellion | 0.615 | no |
2016 | 205637 | Arkham Horror: The Card Game | 0.607 | yes |
2013 | 144239 | Impulse | 0.577 | no |
2018 | 313010 | Cosmic Encounter: 42nd Anniversary Edition | 0.548 | no |
2008 | 39463 | Cosmic Encounter | 0.548 | yes |
2019 | 285774 | Marvel Champions: The Card Game | 0.514 | yes |
2018 | 199792 | Everdell | 0.415 | no |
2016 | 187645 | Star Wars: Rebellion | 0.407 | no |
2015 | 169255 | A Game of Thrones: The Card Game (Second Edition) | 0.402 | yes |
2012 | 103886 | Star Wars: The Card Game | 0.394 | yes |
2017 | 184151 | Legend of the Five Rings: The Card Game | 0.385 | no |
2008 | 22826 | Mutant Chronicles Collectible Miniatures Game | 0.367 | no |
2019 | 270971 | Era: Medieval Age | 0.322 | no |
2015 | 183562 | Star Wars: X-Wing Miniatures Game – The Force Awakens Core Set | 0.310 | no |
2018 | 225694 | Decrypto | 0.306 | no |
2014 | 156129 | Deception: Murder in Hong Kong | 0.305 | no |
2012 | 85394 | The Last Banquet | 0.296 | no |
2017 | 174430 | Gloomhaven | 0.293 | yes |
2000 | 478 | Citadels | 0.288 | no |
2012 | 105551 | Archipelago | 0.282 | yes |
2016 | 198773 | Codenames: Pictures | 0.278 | no |
2017 | 232918 | Fallout | 0.274 | no |
2011 | 102548 | Dungeon Fighter | 0.259 | no |
2012 | 122522 | Smash Up | 0.256 | no |
1995 | 112 | Condottiere | 0.253 | no |
2015 | 163745 | Star Wars: Armada | 0.246 | yes |
2015 | 170216 | Blood Rage | 0.243 | no |
1982 | 170 | Family Business | 0.242 | no |
2011 | 77423 | The Lord of the Rings: The Card Game | 0.241 | yes |
2017 | 224037 | Codenames: Duet | 0.237 | no |
2016 | 198928 | Pandemic: Iberia | 0.236 | no |
2012 | 131646 | Merchant of Venus (Second Edition) | 0.230 | no |
2008 | 40270 | Call of Cthulhu: The Card Game | 0.228 | no |
2017 | 220775 | Codenames: Disney – Family Edition | 0.228 | no |
2008 | 34599 | Toledo | 0.227 | no |
2008 | 39953 | A Game of Thrones: The Card Game | 0.222 | no |
2016 | 200680 | Agricola (Revised Edition) | 0.208 | no |
2018 | 246297 | Shadows: Amsterdam | 0.205 | no |
2015 | 172386 | Mombasa | 0.203 | no |
2018 | 242639 | Treasure Island | 0.201 | no |
2004 | 9609 | War of the Ring | 0.198 | no |
2014 | 148949 | Istanbul | 0.190 | yes |
2017 | 234931 | Star Wars: Destiny – Two-Player Game | 0.189 | no |
2016 | 171131 | Captain Sonar | 0.179 | no |
2004 | 9216 | Goa | 0.174 | no |
2017 | 221107 | Pandemic Legacy: Season 2 | 0.168 | no |
2011 | 59959 | Letters from Whitechapel | 0.167 | no |
2012 | 104162 | Descent: Journeys in the Dark (Second Edition) | 0.159 | no |
2015 | 161936 | Pandemic Legacy: Season 1 | 0.156 | no |
2019 | 271896 | Star Wars: Outer Rim | 0.155 | yes |
2007 | 31260 | Agricola | 0.151 | no |
2014 | 157969 | Sheriff of Nottingham | 0.145 | no |
2018 | 257499 | Arkham Horror (Third Edition) | 0.145 | no |
2007 | 27970 | Star Wars PocketModel TCG | 0.138 | no |
2014 | 150658 | Pandemic: The Cure | 0.133 | no |
2005 | 18723 | Aye, Dark Overlord! The Red Box | 0.132 | no |
2014 | 164153 | Star Wars: Imperial Assault | 0.131 | yes |
1995 | 13 | Catan | 0.131 | yes |
2010 | 77130 | Sid Meier's Civilization: The Board Game | 0.128 | no |
2008 | 23094 | Planet Steam | 0.127 | no |
2017 | 233078 | Twilight Imperium: Fourth Edition | 0.127 | yes |
1475 | 171 | Chess | 0.126 | no |
2010 | 36367 | Dust Tactics | 0.124 | no |
2009 | 60131 | Ugg-Tect | 0.123 | no |
2016 | 204837 | Game of Thrones: The Iron Throne | 0.123 | no |
2004 | 8817 | Call of Cthulhu: Collectible Card Game | 0.122 | no |
2008 | 38506 | Witch of Salem | 0.121 | no |
2018 | 233571 | Star Wars: Legion | 0.119 | yes |
2018 | 237182 | Root | 0.118 | yes |
2012 | 104710 | Wiz-War (Eighth Edition) | 0.117 | no |
2018 | 231327 | The Grizzled: Armistice Edition | 0.116 | no |
1989 | 217 | A la carte | 0.116 | no |
1995 | 1270 | Star Wars Customizable Card Game | 0.114 | no |
2008 | 38707 | Bushido: Der Weg des Kriegers | 0.111 | no |
2012 | 108745 | Seasons | 0.111 | no |
2009 | 45134 | Arcana | 0.110 | no |
2009 | 31563 | Middle-Earth Quest | 0.108 | no |
2006 | 17392 | Here I Stand | 0.107 | no |
2017 | 234396 | Muse | 0.106 | no |
2017 | 234487 | Altiplano | 0.106 | no |
2013 | 52461 | Legacy: The Testament of Duke de Crecy | 0.105 | no |
2019 | 269385 | The Lord of the Rings: Journeys in Middle-Earth | 0.104 | no |
2019 | 280136 | Paranormal Detectives | 0.103 | no |
2013 | 102794 | Caverna: The Cave Farmers | 0.103 | no |
2012 | 123096 | Space Cadets | 0.101 | no |
2010 | 73171 | Earth Reborn | 0.100 | no |
2019 | 281259 | The Isle of Cats | 0.099 | no |
2018 | 257501 | KeyForge: Call of the Archons | 0.099 | yes |
2014 | 164928 | Orléans | 0.098 | no |
2019 | 266507 | Clank!: Legacy – Acquisitions Incorporated | 0.097 | no |
We can also more formally assess how well the model did in resampling by looking at the area under the receiver operating characteristic. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
What games does the model think GOBbluth89 is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2018 | 244711 | Newton | 0.958 | no |
2018 | 205896 | Rising Sun | 0.876 | no |
1997 | 42 | Tigris & Euphrates | 0.715 | no |
2010 | 25292 | Merchants & Marauders | 0.680 | no |
2008 | 37111 | Battlestar Galactica: The Board Game | 0.653 | no |
What games does the model think GOBbluth89 is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2019 | 247367 | Air, Land & Sea | 0.001 | yes |
2000 | 822 | Carcassonne | 0.001 | yes |
1876 | 521 | Crokinole | 0.001 | yes |
2013 | 142296 | Funemployed | 0.001 | yes |
2012 | 123260 | Suburbia | 0.001 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Star Wars: X-Wing Miniatures Game | Impulse | Star Wars: Empire vs. Rebellion | A Game of Thrones: The Card Game (Second Edition) | Star Wars: Destiny | Legend of the Five Rings: The Card Game | Newton | Marvel Champions: The Card Game |
2 | Android: Netrunner | Legacy: The Testament of Duke de Crecy | Deception: Murder in Hong Kong | Star Wars: X-Wing Miniatures Game – The Force Awakens Core Set | Arkham Horror: The Card Game | Gloomhaven | Star Wars: X-Wing (Second Edition) | Era: Medieval Age |
3 | Star Wars: The Card Game | Caverna: The Cave Farmers | Istanbul | Star Wars: Armada | Star Wars: Rebellion | Fallout | Rising Sun | Star Wars: Outer Rim |
4 | The Last Banquet | Patchistory | Sheriff of Nottingham | Blood Rage | Codenames: Pictures | Codenames: Duet | Cosmic Encounter: 42nd Anniversary Edition | The Lord of the Rings: Journeys in Middle-Earth |
5 | Archipelago | Lewis & Clark: The Expedition | Pandemic: The Cure | Mombasa | Pandemic: Iberia | Codenames: Disney – Family Edition | Everdell | Paranormal Detectives |
6 | Smash Up | Animals Frightening Night! | Star Wars: Imperial Assault | Pandemic Legacy: Season 1 | Agricola (Revised Edition) | Star Wars: Destiny – Two-Player Game | Decrypto | The Isle of Cats |
7 | Merchant of Venus (Second Edition) | Blood Bound | Orléans | Salem 1692 | Captain Sonar | Pandemic Legacy: Season 2 | Shadows: Amsterdam | Clank!: Legacy – Acquisitions Incorporated |
8 | Descent: Journeys in the Dark (Second Edition) | A Study in Emerald | Splendor | 504 | Game of Thrones: The Iron Throne | Twilight Imperium: Fourth Edition | Treasure Island | The Magnificent |
9 | Wiz-War (Eighth Edition) | Concept | Imperial Settlers | Yashima: Legend of the Kami Masters | Beyond Baker Street | Muse | Arkham Horror (Third Edition) | Star Wars: Legion – Clone Wars Core Set |
10 | Seasons | Bomb Squad | Witness | M.U.L.E. The Board Game | Black Orchestra | Altiplano | Star Wars: Legion | Yukon Airways |
11 | Space Cadets | Tash-Kalar: Arena of Legends | Warhammer 40,000: Conquest | Risk: Star Wars Edition | Dead of Winter: The Long Night | This War of Mine: The Board Game | Root | Wingspan |
12 | Il Vecchio | The Witches: A Discworld Game | Abyss | Runebound (Third Edition) | Smash Up: Cease and Desist | Mountains of Madness | The Grizzled: Armistice Edition | Pandemic: Rapid Response |
13 | Zombicide | Tales & Games: The Three Little Pigs | Spyfall | Love Letter: Star Wars | Mansions of Madness: Second Edition | Smash Up: What Were We Thinking? | KeyForge: Call of the Archons | Maracaibo |
14 | Dixit: Journey | Eldritch Horror | Illegal | Codenames | New Angeles | Summit: The Board Game | Luxor | The King's Dilemma |
15 | Terra Mystica | Room 25 | Artificium | The Voyages of Marco Polo | Codenames: Deep Undercover | Santo Domingo | Heroes of Terrinoth | Amul |
16 | Robinson Crusoe: Adventures on the Cursed Island | BANG! The Dice Game | Saboteur: The Duel | Dale of Merchants | When I Dream | Whitehall Mystery | The World of SMOG: Rise of Moloch | Tiny Towns |
17 | Winter Tales | Slash: Romance without boundaries | Colt Express | Drakon (Fourth Edition) | Loot N Run | Fog of Love | Architects of the West Kingdom | Obscurio |
18 | Mafia: Vendetta | Tomorrow | Nations: The Dice Game | ...and then, we held hands. | Dust 1947 | Import / Export | Zombicide: Green Horde | Jetpack Joyride |
19 | The Hobbit Card Game | Brew Crafters | DungeonQuest Revised Edition | Forbidden Stars | Hoax (Second Edition) | Downforce | Star Wars: I've Got a Bad Feeling About This! | Paris: La Cité de la Lumière |
20 | War of the Ring: Second Edition | Warhammer: Diskwars | Pandemic: Contagion | Love Letter: Adventure Time | Smash Up: It's Your Fault! | Breaking Bad: The Board Game | Pandemic: Fall of Rome | Wacky Races: The Board Game |
21 | The Manhattan Project | Gearworld: The Borderlands | Xia: Legends of a Drift System | Me Want Cookies! | Hit Z Road | A Game of Thrones: Catan – Brotherhood of the Watch | DC Spyfall | Dungeon Academy |
22 | Kairo | Trieste | Alchemists | Fury of Dracula (Third/Fourth Edition) | Virulence: An Infectious Card Game | Spirit Island | The Cousins' War (Second Edition) | KeyForge: Age of Ascension |
23 | Android: Infiltration | Smash Up: Awesome Level 9000 | Medieval Academy | Mysterium | Bloodborne: The Card Game | 878 Vikings: Invasions of England | Black Mirror: NOSEDIVE | Black Angel |
24 | OddVille | Bruxelles 1893 | HINT | Tales & Games: Little Red Riding Hood | Inis | Civilization: A New Dawn | Reef | Glory |
25 | Mice and Mystics | My Little Pony: Collectible Card Game | The Worst Game Ever | Marvel Dice Masters: Age of Ultron | Covert | Pocket Mars | Spyfall: Time Travel | Cthulhu: Death May Die |
Interactive table for predictions from resampling.
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2021?
username | outcome | dataset | method | .metric | .estimate |
GOBbluth89 | owned | validation | glmnet | roc_auc | 0.801 |
Table of top 50 games from 2021, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 298572 | Cosmic Encounter Duel | 0.483 | no |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.359 | yes |
2020 | 311193 | Anno 1800 | 0.154 | yes |
2020 | 319966 | The King Is Dead: Second Edition | 0.110 | no |
2020 | 312267 | Star Wars: Unlock! | 0.074 | no |
2020 | 292333 | Cowboys II: Cowboys & Indians Edition | 0.071 | no |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.067 | no |
2020 | 301767 | Mysterium Park | 0.065 | no |
2020 | 294484 | Unmatched: Cobble & Fog | 0.064 | yes |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.058 | yes |
2020 | 256940 | Krosmaster: Blast | 0.054 | no |
2020 | 256999 | Project: ELITE | 0.053 | no |
2020 | 295687 | Trust Me, I'm a Doctor | 0.051 | no |
2020 | 307002 | Regicide | 0.046 | no |
2020 | 245658 | Unicorn Fever | 0.046 | no |
2020 | 306481 | Tawantinsuyu: The Inca Empire | 0.044 | no |
2020 | 299169 | Spicy | 0.042 | no |
2020 | 184267 | On Mars | 0.040 | no |
2020 | 301919 | Pandemic: Hot Zone – North America | 0.037 | no |
2020 | 316377 | 7 Wonders (Second Edition) | 0.035 | no |
2020 | 297030 | Tekhenu: Obelisk of the Sun | 0.035 | no |
2020 | 299960 | Alma Mater | 0.034 | no |
2020 | 301716 | Glasgow | 0.032 | no |
2020 | 320819 | Dinner in Paris | 0.030 | no |
2020 | 306735 | Under Falling Skies | 0.029 | yes |
2020 | 323784 | Ghost Letters | 0.026 | no |
2020 | 297204 | Traintopia | 0.026 | no |
2020 | 284665 | Board Royale: The Island | 0.024 | no |
2020 | 308663 | 7 Gods | 0.023 | no |
2020 | 298371 | Wild Space | 0.022 | no |
2020 | 304285 | Infinity Gauntlet: A Love Letter Game | 0.020 | no |
2020 | 288513 | Tranquility | 0.020 | no |
2020 | 313531 | Rustling Leaves | 0.020 | no |
2020 | 293889 | Fallout Shelter: The Board Game | 0.019 | no |
2020 | 282171 | Trial by Trolley | 0.019 | no |
2020 | 296892 | Sacred Rites | 0.019 | no |
2020 | 302425 | Unlock!: Mythic Adventures | 0.019 | no |
2020 | 298638 | Sheriff of Nottingham: 2nd Edition | 0.018 | no |
2020 | 302734 | Master Word | 0.018 | no |
2020 | 245659 | Vampire: The Masquerade – Vendetta | 0.018 | no |
2020 | 310846 | Urgency | 0.018 | no |
2020 | 277927 | Bites | 0.017 | no |
2020 | 315060 | Unmatched: Buffy the Vampire Slayer | 0.017 | yes |
2020 | 310610 | Sherlock Far West: La Mina Maldita | 0.016 | no |
2020 | 310612 | Sherlock Far West: Pacto con el diablo | 0.016 | no |
2020 | 310611 | Sherlock Far West: Disparos al amanecer | 0.016 | no |
2020 | 325681 | Sherlock: Asesinato en el Sind Mail | 0.016 | no |
2020 | 325678 | Sherlock: Ensayos Fabianos | 0.016 | no |
2020 | 325679 | Sherlock: La copia | 0.016 | no |
2020 | 309113 | Ticket to Ride: Amsterdam | 0.016 | no |
Examine the top 50 games for upcoming games, highlighting in blue ones the user owns or has preordered.
Published | ID | Name | Pr(Owned) | Owned | Preordered |
2022 | 331106 | The Witcher: Old World | 0.914 | no | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.737 | no | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.393 | no | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.238 | no | no |
2022 | 335764 | Unmatched: Battle of Legends, Volume Two | 0.188 | no | no |
2021 | 343905 | Boonlake | 0.149 | no | no |
2021 | 291859 | Riftforce | 0.143 | yes | no |
2021 | 295931 | Granada: Last Stand of the Moors – 1482-1492 | 0.112 | no | no |
2021 | 329002 | CULTivate | 0.099 | no | no |
2021 | 340466 | Unfathomable | 0.097 | yes | no |
2022 | 295770 | Frosthaven | 0.090 | no | no |
2021 | 299255 | Vienna Connection | 0.088 | no | no |
2021 | 313730 | Harsh Shadows | 0.082 | no | no |
2021 | 291847 | Mantis Falls | 0.072 | no | no |
2021 | 298069 | Cubitos | 0.067 | no | no |
2021 | 342848 | World of Warcraft: Wrath of the Lich King | 0.064 | no | no |
2022 | 253759 | Paint the Roses | 0.061 | no | no |
2021 | 251661 | Oathsworn: Into the Deepwood | 0.061 | no | no |
2021 | 316625 | Cafe Chaos | 0.054 | no | no |
2022 | 283137 | Human Punishment: The Beginning | 0.049 | no | no |
2021 | 306881 | Railroad Ink Challenge: Lush Green Edition | 0.045 | no | no |
2021 | 340909 | Gloomholdin' | 0.044 | no | no |
2022 | 347013 | Get on Board: New York & London | 0.043 | no | no |
2021 | 331059 | Last Message | 0.043 | no | no |
2021 | 324242 | Sheepy Time | 0.042 | no | no |
2021 | 329450 | Equinox | 0.041 | no | no |
2022 | 280726 | Legacies | 0.040 | no | no |
2021 | 322708 | Descent: Legends of the Dark | 0.040 | no | no |
2021 | 342942 | Ark Nova | 0.038 | no | no |
2021 | 337397 | Warhammer Underworlds: Two-Player Starter Set | 0.038 | no | no |
2022 | 304051 | Creature Comforts | 0.038 | no | no |
2022 | 317511 | Tindaya | 0.037 | no | no |
2021 | 329670 | Pandemic: Hot Zone – Europe | 0.035 | no | no |
2021 | 249277 | Brazil: Imperial | 0.034 | no | no |
2021 | 334049 | The Dragon Prince: Battlecharged | 0.033 | no | no |
2021 | 333553 | For the King (and Me) | 0.032 | no | no |
2022 | 326945 | Castles of Mad King Ludwig: Collector's Edition | 0.032 | no | no |
2022 | 342444 | Black Rose Wars: Rebirth | 0.032 | no | no |
2022 | 331401 | Dog Park | 0.031 | no | no |
2022 | 324090 | Scarface 1920 | 0.031 | no | no |
2021 | 341169 | Great Western Trail (Second Edition) | 0.030 | no | no |
2022 | 322524 | Bardsung | 0.029 | no | no |
2021 | 330608 | Cryo | 0.029 | no | no |
2022 | 315695 | Veiled Fate | 0.029 | no | no |
2022 | 308028 | Drop Drive | 0.028 | no | no |
2021 | 324856 | The Crew: Mission Deep Sea | 0.028 | yes | no |
2021 | 298383 | Golem | 0.027 | no | no |
2021 | 297562 | Kemet: Blood and Sand | 0.026 | no | no |
2021 | 295947 | Cascadia | 0.026 | no | no |
2021 | 332944 | Sobek: 2 Players | 0.026 | no | no |